{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assembly of system with multiple domains, variables and numerics\n",
    "\n",
    "This tutorial demonstrate how a transient problem may be solved in PorePy. We consider the purely advective tracer transport problem for a static flow field, see the tutorial darcy_and_transport_equations.ipynb. The geometry and flow parameters are as in example 2 of this [benchmark study](https://www.sciencedirect.com/science/article/pii/S0309170817300143).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.sparse as sps\n",
    "\n",
    "import porepy as pp\n",
    "import test.common.flow_benchmark_2d_geiger_setup as setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_transport_data(gb, parameter_keyword):\n",
    "    # Method to assign data.\n",
    "    tol = 1e-4\n",
    "    for g, d in gb:\n",
    "        # Boundary conditions: Dirichlet for left and right side of the domain\n",
    "        b_faces = g.tags[\"domain_boundary_faces\"].nonzero()[0]\n",
    "        bc_val = np.zeros(g.num_faces)\n",
    "        \n",
    "        unity = np.ones(g.num_cells)\n",
    "        empty = np.empty(0)\n",
    "        if b_faces.size != 0:\n",
    "\n",
    "            b_face_centers = g.face_centers[:, b_faces]\n",
    "            b_inflow = b_face_centers[0, :] < tol\n",
    "            b_outflow = b_face_centers[0, :] > 1-tol\n",
    "\n",
    "            labels = np.array([\"neu\"] * b_faces.size)\n",
    "            labels[np.logical_or(b_inflow, b_outflow)] = \"dir\"\n",
    "            bc = pp.BoundaryCondition(g, b_faces, labels)\n",
    "\n",
    "            bc_val[b_faces[b_inflow]] = 1\n",
    "\n",
    "        else:\n",
    "            bc = pp.BoundaryCondition(g) #, empty, empty)\n",
    "        \n",
    "        # Porosity\n",
    "        if g.dim == gb.dim_max():\n",
    "            porosity = 0.2 * unity\n",
    "            aperture = 1\n",
    "        else:\n",
    "            porosity = 0.8 * unity\n",
    "            aperture = np.power(1e-4, gb.dim_max() - g.dim)\n",
    "            \n",
    "        # Inherit the aperture assigned for the flow problem\n",
    "        specified_parameters = {\n",
    "            \"bc\": bc,\n",
    "            \"bc_values\": bc_val,\n",
    "            \"time_step\": 1 / 60,\n",
    "            \"mass_weight\": porosity * aperture,\n",
    "            \"t_max\": 1 / 3,\n",
    "            }\n",
    "        pp.initialize_default_data(g, d, parameter_keyword, specified_parameters)\n",
    "        \n",
    "        # Store the dimension in the dictionary for visualization purposes\n",
    "        d[pp.STATE] = {\"dimension\": g.dim * np.ones(g.num_cells)}\n",
    "        \n",
    "    for e, d in gb.edges():\n",
    "        d[pp.PARAMETERS].update_dictionaries(parameter_keyword, {})\n",
    "        d[pp.DISCRETIZATION_MATRICES][parameter_keyword] = {}\n",
    "    return gb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We start by making a grid bucket, pecifying the keywords for the parameters of the flow and transport problem, respectively. Then we assigne the problem data and visualize the domain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mesh_size = 0.15\n",
    "gb, domain = setup.make_grid_bucket(mesh_size)\n",
    "fracture_permeability = 1e4\n",
    "kw_f = 'flow'\n",
    "kw_t = 'transport'\n",
    "# Add data - will only add flow data\n",
    "setup.add_data(gb, domain, fracture_permeability)\n",
    "# Transport related parameters \n",
    "gb = add_transport_data(gb, kw_t)\n",
    "pp.plot_grid(gb, \"dimension\", figsize=(15, 12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we define the variables on grids and edges and identify the individual terms of the equation we want to solve. We have an equation for the pressure on each grid (node of the GridBucket), and an equation for the mortar flux between them (edge of the bucket). The terms to be discretized are the diffusion term on the nodes ($- \\nabla \\cdot K \\nabla p$) and the coupling term $- \\kappa (p_{fracture} - \\texttt{tr }p_{matrix})$ on the edges. See parameter_assignment_assembler_setup.ipynb for more detail on how to set up the flow problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "grid_variable = 'pressure'\n",
    "mortar_variable = 'mortar_flux'\n",
    "\n",
    "operator_keyword = 'diffusion'\n",
    "coupling_operator_keyword = 'coupling_operator'\n",
    "\n",
    "tpfa = pp.Tpfa(kw_f)\n",
    "\n",
    "edge_discretization = pp.RobinCoupling(kw_f, tpfa, tpfa)\n",
    "\n",
    "# Loop over the nodes in the GridBucket, define primary variables and discretization schemes\n",
    "for g, d in gb:\n",
    "    d[pp.PRIMARY_VARIABLES] = {grid_variable: {\"cells\": 1, \"faces\": 0}}\n",
    "    d[pp.DISCRETIZATION] = {grid_variable: {operator_keyword: tpfa}}\n",
    "    \n",
    "# Loop over the edges in the GridBucket, define primary variables and discretizations\n",
    "for e, d in gb.edges():\n",
    "    g1, g2 = gb.nodes_of_edge(e)\n",
    "    d[pp.PRIMARY_VARIABLES] = {mortar_variable: {\"cells\": 1}}\n",
    "    d[pp.COUPLING_DISCRETIZATION] = {\n",
    "        coupling_operator_keyword: {\n",
    "            g1: (grid_variable, operator_keyword),\n",
    "            g2: (grid_variable, operator_keyword),\n",
    "            e: (mortar_variable, edge_discretization),\n",
    "        }\n",
    "    }\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assemble and solve the linear system. Then distribute the pressure variable on the grid bucket, export the solution for visualization and plot directly. Complete the flow part of the simulation by back-computing the fluxes (which are not primary variables in the primal formulation of the finite volume scheme used) from the pressure solution. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "assembler = pp.Assembler(gb)\n",
    "\n",
    "# Discretize all terms\n",
    "assembler.discretize()\n",
    "\n",
    "# Assemble the linear system, using the information stored in the GridBucket\n",
    "A, b = assembler.assemble_matrix_rhs()\n",
    "\n",
    "pressure = sps.linalg.spsolve(A, b)\n",
    "\n",
    "assembler.distribute_variable(pressure)\n",
    "\n",
    "folder = \"tracer_transport\"\n",
    "exporter = pp.Exporter(gb, \"flow\", folder=folder)\n",
    "exporter.write_vtk(grid_variable)\n",
    "pp.plot_grid(gb, grid_variable, figsize=(15, 12))\n",
    "pp.fvutils.compute_darcy_flux(gb, keyword_store=kw_t ,lam_name=mortar_variable)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prepare for assembly of the transport problem. The procedure is similar to the one above for the flow problem. Here, the purely advective case is shown, but a diffusive term may easily be added."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "grid_variable = \"tracer\"\n",
    "mortar_variable = \"mortar_tracer\"\n",
    "\n",
    "# Identifier of the discretization operator on each grid\n",
    "advection_term = \"advection\"\n",
    "source_term = \"source\"\n",
    "mass_term = \"mass\"\n",
    "\n",
    "# Identifier of the discretization operator between grids\n",
    "advection_coupling_term = \"advection_coupling\"\n",
    "\n",
    "# Discretization objects\n",
    "node_discretization = pp.Upwind(kw_t)\n",
    "source_discretization = pp.ScalarSource(kw_t)\n",
    "mass_discretization = pp.MassMatrix(kw_t)\n",
    "edge_discretization = pp.UpwindCoupling(kw_t)\n",
    "\n",
    "# Loop over the nodes in the GridBucket, define primary variables and discretization schemes\n",
    "for g, d in gb:\n",
    "    # Assign primary variables on this grid. It has one degree of freedom per cell.\n",
    "    d[pp.PRIMARY_VARIABLES] = {grid_variable: {\"cells\": 1, \"faces\": 0}}\n",
    "    # Assign discretization operator for the variable.\n",
    "    d[pp.DISCRETIZATION] = {\n",
    "        grid_variable: {\n",
    "            advection_term: node_discretization,\n",
    "            source_term: source_discretization,\n",
    "            mass_term: mass_discretization,\n",
    "        }\n",
    "    }\n",
    "    if g.dim == 2:\n",
    "        data = d[pp.PARAMETERS][kw_t]\n",
    "\n",
    "# Loop over the edges in the GridBucket, define primary variables and discretizations\n",
    "for e, d in gb.edges():\n",
    "    g1, g2 = gb.nodes_of_edge(e)\n",
    "    # The mortar variable has one degree of freedom per cell in the mortar grid\n",
    "    d[pp.PRIMARY_VARIABLES] = {mortar_variable: {\"cells\": 1}}\n",
    "\n",
    "    d[pp.COUPLING_DISCRETIZATION] = {\n",
    "        advection_coupling_term: {\n",
    "            g1: (grid_variable, advection_term),\n",
    "            g2: (grid_variable, advection_term),\n",
    "            e: (mortar_variable, edge_discretization),\n",
    "        }\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assemble the linear system, using the information stored in the GridBucket. By not adding the matrices, we can arrange them at will to obtain the efficient solver defined below, which LU factorizes the system only once for all time steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/eke001/anaconda3/envs/pp/lib/python3.6/site-packages/scipy/sparse/linalg/dsolve/linsolve.py:296: SparseEfficiencyWarning: splu requires CSC matrix format\n",
      "  warn('splu requires CSC matrix format', SparseEfficiencyWarning)\n"
     ]
    }
   ],
   "source": [
    "assembler = pp.Assembler(gb, active_variables=[grid_variable, mortar_variable])\n",
    "\n",
    "assembler.discretize()\n",
    "\n",
    "A, b = assembler.assemble_matrix_rhs(\n",
    "    add_matrices=False\n",
    ")\n",
    "\n",
    "advection_coupling_term += (\n",
    "    \"_\" + mortar_variable + \"_\" + grid_variable + \"_\" + grid_variable\n",
    ")\n",
    "mass_term += \"_\" + grid_variable\n",
    "advection_term += \"_\" + grid_variable\n",
    "source_term += \"_\" + grid_variable\n",
    "\n",
    "lhs = A[mass_term] + data[\"time_step\"] * (\n",
    "    A[advection_term] + A[advection_coupling_term]\n",
    ")\n",
    "rhs_source_adv = b[source_term] + data[\"time_step\"] * (\n",
    "    b[advection_term] + b[advection_coupling_term]\n",
    ")\n",
    "\n",
    "IEsolver = sps.linalg.factorized(lhs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prepare for solving the transient problem and exporting the solution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_every = 1\n",
    "n_steps = int(np.round(data[\"t_max\"] / data[\"time_step\"]))\n",
    "\n",
    "# Initial condition\n",
    "tracer = np.zeros(rhs_source_adv.size)\n",
    "assembler.distribute_variable(\n",
    "    tracer, variable_names=[grid_variable, mortar_variable]\n",
    ")\n",
    "\n",
    "# Exporter\n",
    "exporter = pp.Exporter(gb, name=\"tracer\", folder=folder)\n",
    "export_fields = [\"tracer\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Solve the tracer transport problem in a time loop, exporting for some of the steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(n_steps):\n",
    "    \n",
    "    if np.isclose(i % save_every, 0):\n",
    "        # Export existing solution (final export is taken care of below)\n",
    "        assembler.distribute_variable(\n",
    "        tracer,\n",
    "        variable_names=[grid_variable, mortar_variable],\n",
    "    )\n",
    "        exporter.write_vtk(export_fields, time_step=int(i // save_every))\n",
    "    tracer = IEsolver(A[mass_term] * tracer + rhs_source_adv)\n",
    "\n",
    "    \n",
    "    \n",
    "\n",
    "exporter.write_vtk(export_fields, time_step=(n_steps // save_every))\n",
    "time_steps = np.arange(\n",
    "    0, data[\"t_max\"] + data[\"time_step\"], save_every * data[\"time_step\"]\n",
    ")\n",
    "exporter.write_pvd(time_steps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the final tracer distribution. The tracer enters from the right boundary, and is transported more quickly through the fractures than the matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pp.plot_grid(gb, grid_variable, figsize=(15, 12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = gb.grids_of_dimension(2)[0]\n",
    "data = gb.node_props(g)\n",
    "assert np.allclose(data[pp.STATE]['tracer'][-1], 0.99089862)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
